Question #161505

the annual salaries in a company are approximately normally distributed with a mean of r50000 and a standard deviation of r20000. what what is the probability of people who earn between r45000 and r65000?


1
Expert's answer
2021-02-24T06:31:06-0500

Let X be random variable representing the annual salaries in a company.

X is normally distributed with a mean μ=50000\mu = 50000 and a standard deviation σ=20000\sigma = 20000. Therefore, X=σY+μX = \sigma Y +\mu where random variable Y has a standard Gaussian distribution with the cumulative distribution function P(Y<y)=Φ(y)=12πyet2/2dtP(Y<y) =\Phi(y) = \frac{1}{\sqrt{2\pi}}\int\limits_{-\infty}^{y}e^{-t^2/2}dt

P(x1Xx2)=P(x1σY+μx2)=P(x1μσYx2μσ)=Φ(y2)Φ(y1)P(x_1\leq X\leq x_2) = P(x_1\leq \sigma Y +\mu\leq x_2) = P(\frac{x_1-\mu}{\sigma} \leq Y \leq \frac{x_2-\mu}{\sigma}) = \Phi(y_2) - \Phi(y_1)

where

y1=(x1μ)/σ=(4500050000)/20000=0.25y_1 = (x_1-\mu)/\sigma = (45000 - 50000)/20000 = -0.25

y2=(x2μ)/σ=(6500050000)/20000=0.75y_2 = (x_2-\mu)/\sigma = (65000 - 50000)/20000 = 0.75

P(x1Xx2)=Φ(0.75)Φ(0.25)=0.77340.4013=0.3721P(x_1\leq X\leq x_2) = \Phi(0.75) - \Phi(-0.25)= 0.7734 - 0.4013 = 0.3721


Answer. The probability of people who earn between r45000 and r65000 is 0.3721


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